detection_rules/rule_loader.py (439 lines of code) (raw):
# Copyright Elasticsearch B.V. and/or licensed to Elasticsearch B.V. under one
# or more contributor license agreements. Licensed under the Elastic License
# 2.0; you may not use this file except in compliance with the Elastic License
# 2.0.
"""Load rule metadata transform between rule and api formats."""
from collections import OrderedDict
from dataclasses import dataclass, field
from pathlib import Path
from subprocess import CalledProcessError
from typing import Callable, Dict, Iterable, List, Optional, Union
import click
import pytoml
import json
from marshmallow.exceptions import ValidationError
from . import utils
from .config import parse_rules_config
from .rule import (
DeprecatedRule, DeprecatedRuleContents, DictRule, TOMLRule, TOMLRuleContents
)
from .schemas import definitions
from .utils import cached, get_path
RULES_CONFIG = parse_rules_config()
DEFAULT_PREBUILT_RULES_DIRS = RULES_CONFIG.rule_dirs
DEFAULT_PREBUILT_BBR_DIRS = RULES_CONFIG.bbr_rules_dirs
FILE_PATTERN = r'^([a-z0-9_])+\.(json|toml)$'
def path_getter(value: str) -> Callable[[dict], bool]:
"""Get the path from a Python object."""
path = value.replace("__", ".").split(".")
def callback(obj: dict):
for p in path:
if isinstance(obj, dict) and p in path:
obj = obj[p]
else:
return None
return obj
return callback
def dict_filter(_obj: Optional[dict] = None, **critieria) -> Callable[[dict], bool]:
"""Get a callable that will return true if a dictionary matches a set of criteria.
* each key is a dotted (or __ delimited) path into a dictionary to check
* each value is a value or list of values to match
"""
critieria.update(_obj or {})
checkers = [(path_getter(k), set(v) if isinstance(v, (list, set, tuple)) else {v}) for k, v in critieria.items()]
def callback(obj: dict) -> bool:
for getter, expected in checkers:
target_values = getter(obj)
target_values = set(target_values) if isinstance(target_values, (list, set, tuple)) else {target_values}
return bool(expected.intersection(target_values))
return False
return callback
def metadata_filter(**metadata) -> Callable[[TOMLRule], bool]:
"""Get a filter callback based off rule metadata"""
flt = dict_filter(metadata)
def callback(rule: TOMLRule) -> bool:
target_dict = rule.contents.metadata.to_dict()
return flt(target_dict)
return callback
production_filter = metadata_filter(maturity="production")
def load_locks_from_tag(remote: str, tag: str, version_lock: str = 'detection_rules/etc/version.lock.json',
deprecated_file: str = 'detection_rules/etc/deprecated_rules.json') -> (str, dict, dict):
"""Loads version and deprecated lock files from git tag."""
import json
git = utils.make_git()
exists_args = ['ls-remote']
if remote:
exists_args.append(remote)
exists_args.append(f'refs/tags/{tag}')
assert git(*exists_args), f'tag: {tag} does not exist in {remote or "local"}'
fetch_tags = ['fetch']
if remote:
fetch_tags += [remote, '--tags', '-f', tag]
else:
fetch_tags += ['--tags', '-f', tag]
git(*fetch_tags)
commit_hash = git('rev-list', '-1', tag)
try:
version = json.loads(git('show', f'{tag}:{version_lock}'))
except CalledProcessError:
# Adding resiliency to account for the old directory structure
version = json.loads(git('show', f'{tag}:etc/version.lock.json'))
try:
deprecated = json.loads(git('show', f'{tag}:{deprecated_file}'))
except CalledProcessError:
# Adding resiliency to account for the old directory structure
deprecated = json.loads(git('show', f'{tag}:etc/deprecated_rules.json'))
return commit_hash, version, deprecated
@dataclass
class BaseCollection:
"""Base class for collections."""
rules: list
def __len__(self):
"""Get the total amount of rules in the collection."""
return len(self.rules)
def __iter__(self):
"""Iterate over all rules in the collection."""
return iter(self.rules)
@dataclass
class DeprecatedCollection(BaseCollection):
"""Collection of loaded deprecated rule dicts."""
id_map: Dict[str, DeprecatedRule] = field(default_factory=dict)
file_map: Dict[Path, DeprecatedRule] = field(default_factory=dict)
name_map: Dict[str, DeprecatedRule] = field(default_factory=dict)
rules: List[DeprecatedRule] = field(default_factory=list)
def __contains__(self, rule: DeprecatedRule):
"""Check if a rule is in the map by comparing IDs."""
return rule.id in self.id_map
def filter(self, cb: Callable[[DeprecatedRule], bool]) -> 'RuleCollection':
"""Retrieve a filtered collection of rules."""
filtered_collection = RuleCollection()
for rule in filter(cb, self.rules):
filtered_collection.add_deprecated_rule(rule)
return filtered_collection
class RawRuleCollection(BaseCollection):
"""Collection of rules in raw dict form."""
__default = None
__default_bbr = None
def __init__(self, rules: Optional[List[dict]] = None, ext_patterns: Optional[List[str]] = None):
"""Create a new raw rule collection, with optional file ext pattern override."""
# ndjson is unsupported since it breaks the contract of 1 rule per file, so rules should be manually broken out
# first
self.ext_patterns = ext_patterns or ['*.toml', '*.json']
self.id_map: Dict[definitions.UUIDString, DictRule] = {}
self.file_map: Dict[Path, DictRule] = {}
self.name_map: Dict[definitions.RuleName, DictRule] = {}
self.rules: List[DictRule] = []
self.errors: Dict[Path, Exception] = {}
self.frozen = False
self._raw_load_cache: Dict[Path, dict] = {}
for rule in (rules or []):
self.add_rule(rule)
def __contains__(self, rule: DictRule):
"""Check if a rule is in the map by comparing IDs."""
return rule.id in self.id_map
def filter(self, cb: Callable[[DictRule], bool]) -> 'RawRuleCollection':
"""Retrieve a filtered collection of rules."""
filtered_collection = RawRuleCollection()
for rule in filter(cb, self.rules):
filtered_collection.add_rule(rule)
return filtered_collection
def _load_rule_file(self, path: Path) -> dict:
"""Load a rule file into a dictionary."""
if path in self._raw_load_cache:
return self._raw_load_cache[path]
if path.suffix == ".toml":
# use pytoml instead of toml because of annoying bugs
# https://github.com/uiri/toml/issues/152
# might also be worth looking at https://github.com/sdispater/tomlkit
raw_dict = pytoml.loads(path.read_text())
elif path.suffix == ".json":
raw_dict = json.loads(path.read_text())
elif path.suffix == ".ndjson":
raise ValueError('ndjson is not supported in RawRuleCollection. Break out the rules individually.')
else:
raise ValueError(f"Unsupported file type {path.suffix} for rule {path}")
self._raw_load_cache[path] = raw_dict
return raw_dict
def _get_paths(self, directory: Path, recursive=True) -> List[Path]:
"""Get all paths in a directory that match the ext patterns."""
paths = []
for pattern in self.ext_patterns:
paths.extend(sorted(directory.rglob(pattern) if recursive else directory.glob(pattern)))
return paths
def _assert_new(self, rule: DictRule):
"""Assert that a rule is new and can be added to the collection."""
id_map = self.id_map
file_map = self.file_map
name_map = self.name_map
assert not self.frozen, f"Unable to add rule {rule.name} {rule.id} to a frozen collection"
assert rule.id not in id_map, \
f"Rule ID {rule.id} for {rule.name} collides with rule {id_map.get(rule.id).name}"
assert rule.name not in name_map, \
f"Rule Name {rule.name} for {rule.id} collides with rule ID {name_map.get(rule.name).id}"
if rule.path is not None:
rule_path = rule.path.resolve()
assert rule_path not in file_map, f"Rule file {rule_path} already loaded"
file_map[rule_path] = rule
def add_rule(self, rule: DictRule):
"""Add a rule to the collection."""
self._assert_new(rule)
self.id_map[rule.id] = rule
self.name_map[rule.name] = rule
self.rules.append(rule)
def load_dict(self, obj: dict, path: Optional[Path] = None) -> DictRule:
"""Load a rule from a dictionary."""
rule = DictRule(contents=obj, path=path)
self.add_rule(rule)
return rule
def load_file(self, path: Path) -> DictRule:
"""Load a rule from a file."""
try:
path = path.resolve()
# use the default rule loader as a cache.
# if it already loaded the rule, then we can just use it from that
if self.__default is not None and self is not self.__default:
if path in self.__default.file_map:
rule = self.__default.file_map[path]
self.add_rule(rule)
return rule
obj = self._load_rule_file(path)
return self.load_dict(obj, path=path)
except Exception:
print(f"Error loading rule in {path}")
raise
def load_files(self, paths: Iterable[Path]):
"""Load multiple files into the collection."""
for path in paths:
self.load_file(path)
def load_directory(self, directory: Path, recursive=True, obj_filter: Optional[Callable[[dict], bool]] = None):
"""Load all rules in a directory."""
paths = self._get_paths(directory, recursive=recursive)
if obj_filter is not None:
paths = [path for path in paths if obj_filter(self._load_rule_file(path))]
self.load_files(paths)
def load_directories(self, directories: Iterable[Path], recursive=True,
obj_filter: Optional[Callable[[dict], bool]] = None):
"""Load all rules in multiple directories."""
for path in directories:
self.load_directory(path, recursive=recursive, obj_filter=obj_filter)
def freeze(self):
"""Freeze the rule collection and make it immutable going forward."""
self.frozen = True
@classmethod
def default(cls) -> 'RawRuleCollection':
"""Return the default rule collection, which retrieves from rules/."""
if cls.__default is None:
collection = RawRuleCollection()
collection.load_directories(DEFAULT_PREBUILT_RULES_DIRS)
collection.load_directories(DEFAULT_PREBUILT_BBR_DIRS)
collection.freeze()
cls.__default = collection
return cls.__default
@classmethod
def default_bbr(cls) -> 'RawRuleCollection':
"""Return the default BBR collection, which retrieves from building_block_rules/."""
if cls.__default_bbr is None:
collection = RawRuleCollection()
collection.load_directories(DEFAULT_PREBUILT_BBR_DIRS)
collection.freeze()
cls.__default_bbr = collection
return cls.__default_bbr
class RuleCollection(BaseCollection):
"""Collection of rule objects."""
__default = None
__default_bbr = None
def __init__(self, rules: Optional[List[TOMLRule]] = None):
from .version_lock import VersionLock
self.id_map: Dict[definitions.UUIDString, TOMLRule] = {}
self.file_map: Dict[Path, TOMLRule] = {}
self.name_map: Dict[definitions.RuleName, TOMLRule] = {}
self.rules: List[TOMLRule] = []
self.deprecated: DeprecatedCollection = DeprecatedCollection()
self.errors: Dict[Path, Exception] = {}
self.frozen = False
self._toml_load_cache: Dict[Path, dict] = {}
self._version_lock: Optional[VersionLock] = None
for rule in (rules or []):
self.add_rule(rule)
def __contains__(self, rule: TOMLRule):
"""Check if a rule is in the map by comparing IDs."""
return rule.id in self.id_map
def filter(self, cb: Callable[[TOMLRule], bool]) -> 'RuleCollection':
"""Retrieve a filtered collection of rules."""
filtered_collection = RuleCollection()
for rule in filter(cb, self.rules):
filtered_collection.add_rule(rule)
return filtered_collection
@staticmethod
def deserialize_toml_string(contents: Union[bytes, str]) -> dict:
return pytoml.loads(contents)
def _load_toml_file(self, path: Path) -> dict:
if path in self._toml_load_cache:
return self._toml_load_cache[path]
# use pytoml instead of toml because of annoying bugs
# https://github.com/uiri/toml/issues/152
# might also be worth looking at https://github.com/sdispater/tomlkit
with path.open("r", encoding="utf-8") as f:
toml_dict = self.deserialize_toml_string(f.read())
self._toml_load_cache[path] = toml_dict
return toml_dict
def _get_paths(self, directory: Path, recursive=True) -> List[Path]:
return sorted(directory.rglob('*.toml') if recursive else directory.glob('*.toml'))
def _assert_new(self, rule: Union[TOMLRule, DeprecatedRule], is_deprecated=False):
if is_deprecated:
id_map = self.deprecated.id_map
file_map = self.deprecated.file_map
name_map = self.deprecated.name_map
else:
id_map = self.id_map
file_map = self.file_map
name_map = self.name_map
assert not self.frozen, f"Unable to add rule {rule.name} {rule.id} to a frozen collection"
assert rule.id not in id_map, \
f"Rule ID {rule.id} for {rule.name} collides with rule {id_map.get(rule.id).name}"
assert rule.name not in name_map, \
f"Rule Name {rule.name} for {rule.id} collides with rule ID {name_map.get(rule.name).id}"
if rule.path is not None:
rule_path = rule.path.resolve()
assert rule_path not in file_map, f"Rule file {rule_path} already loaded"
file_map[rule_path] = rule
def add_rule(self, rule: TOMLRule):
self._assert_new(rule)
self.id_map[rule.id] = rule
self.name_map[rule.name] = rule
self.rules.append(rule)
def add_deprecated_rule(self, rule: DeprecatedRule):
self._assert_new(rule, is_deprecated=True)
self.deprecated.id_map[rule.id] = rule
self.deprecated.name_map[rule.name] = rule
self.deprecated.rules.append(rule)
def load_dict(self, obj: dict, path: Optional[Path] = None) -> Union[TOMLRule, DeprecatedRule]:
# bypass rule object load (load_dict) and load as a dict only
if obj.get('metadata', {}).get('maturity', '') == 'deprecated':
contents = DeprecatedRuleContents.from_dict(obj)
if not RULES_CONFIG.bypass_version_lock:
contents.set_version_lock(self._version_lock)
deprecated_rule = DeprecatedRule(path, contents)
self.add_deprecated_rule(deprecated_rule)
return deprecated_rule
else:
contents = TOMLRuleContents.from_dict(obj)
if not RULES_CONFIG.bypass_version_lock:
contents.set_version_lock(self._version_lock)
rule = TOMLRule(path=path, contents=contents)
self.add_rule(rule)
return rule
def load_file(self, path: Path) -> Union[TOMLRule, DeprecatedRule]:
try:
path = path.resolve()
# use the default rule loader as a cache.
# if it already loaded the rule, then we can just use it from that
if self.__default is not None and self is not self.__default:
if path in self.__default.file_map:
rule = self.__default.file_map[path]
self.add_rule(rule)
return rule
elif path in self.__default.deprecated.file_map:
deprecated_rule = self.__default.deprecated.file_map[path]
self.add_deprecated_rule(deprecated_rule)
return deprecated_rule
obj = self._load_toml_file(path)
return self.load_dict(obj, path=path)
except Exception:
print(f"Error loading rule in {path}")
raise
def load_git_tag(self, branch: str, remote: Optional[str] = None, skip_query_validation=False):
"""Load rules from a Git branch."""
from .version_lock import VersionLock, add_rule_types_to_lock
git = utils.make_git()
paths = []
for rules_dir in DEFAULT_PREBUILT_RULES_DIRS:
rules_dir = rules_dir.relative_to(get_path("."))
paths.extend(git("ls-tree", "-r", "--name-only", branch, rules_dir).splitlines())
rule_contents = []
rule_map = {}
for path in paths:
path = Path(path)
if path.suffix != ".toml":
continue
contents = git("show", f"{branch}:{path}")
toml_dict = self.deserialize_toml_string(contents)
if skip_query_validation:
toml_dict['metadata']['query_schema_validation'] = False
rule_contents.append((toml_dict, path))
rule_map[toml_dict['rule']['rule_id']] = toml_dict
commit_hash, v_lock, d_lock = load_locks_from_tag(remote, branch)
v_lock_name_prefix = f'{remote}/' if remote else ''
v_lock_name = f'{v_lock_name_prefix}{branch}-{commit_hash}'
# For backwards compatibility with tagged branches that existed before the types were added and validation
# enforced, we will need to manually add the rule types to the version lock allow them to pass validation.
v_lock = add_rule_types_to_lock(v_lock, rule_map)
version_lock = VersionLock(version_lock=v_lock, deprecated_lock=d_lock, name=v_lock_name)
self._version_lock = version_lock
for rule_content in rule_contents:
toml_dict, path = rule_content
try:
self.load_dict(toml_dict, path)
except ValidationError as e:
self.errors[path] = e
continue
def load_files(self, paths: Iterable[Path]):
"""Load multiple files into the collection."""
for path in paths:
self.load_file(path)
def load_directory(self, directory: Path, recursive=True, obj_filter: Optional[Callable[[dict], bool]] = None):
paths = self._get_paths(directory, recursive=recursive)
if obj_filter is not None:
paths = [path for path in paths if obj_filter(self._load_toml_file(path))]
self.load_files(paths)
def load_directories(self, directories: Iterable[Path], recursive=True,
obj_filter: Optional[Callable[[dict], bool]] = None):
for path in directories:
self.load_directory(path, recursive=recursive, obj_filter=obj_filter)
def freeze(self):
"""Freeze the rule collection and make it immutable going forward."""
self.frozen = True
@classmethod
def default(cls) -> 'RuleCollection':
"""Return the default rule collection, which retrieves from rules/."""
if cls.__default is None:
collection = RuleCollection()
collection.load_directories(DEFAULT_PREBUILT_RULES_DIRS)
collection.load_directories(DEFAULT_PREBUILT_BBR_DIRS)
collection.freeze()
cls.__default = collection
return cls.__default
@classmethod
def default_bbr(cls) -> 'RuleCollection':
"""Return the default BBR collection, which retrieves from building_block_rules/."""
if cls.__default_bbr is None:
collection = RuleCollection()
collection.load_directories(DEFAULT_PREBUILT_BBR_DIRS)
collection.freeze()
cls.__default_bbr = collection
return cls.__default_bbr
def compare_collections(self, other: 'RuleCollection'
) -> (Dict[str, TOMLRule], Dict[str, TOMLRule], Dict[str, DeprecatedRule]):
"""Get the changes between two sets of rules."""
assert self._version_lock, 'RuleCollection._version_lock must be set for self'
assert other._version_lock, 'RuleCollection._version_lock must be set for other'
# we cannot trust the assumption that either of the versions or deprecated files were pre-locked, which means we
# have to perform additional checks beyond what is done in manage_versions
changed_rules = {}
new_rules = {}
newly_deprecated = {}
pre_versions_hash = utils.dict_hash(self._version_lock.version_lock.to_dict())
post_versions_hash = utils.dict_hash(other._version_lock.version_lock.to_dict())
pre_deprecated_hash = utils.dict_hash(self._version_lock.deprecated_lock.to_dict())
post_deprecated_hash = utils.dict_hash(other._version_lock.deprecated_lock.to_dict())
if pre_versions_hash == post_versions_hash and pre_deprecated_hash == post_deprecated_hash:
return changed_rules, new_rules, newly_deprecated
for rule in other:
if rule.contents.metadata.maturity != 'production':
continue
if rule.id not in self.id_map:
new_rules[rule.id] = rule
else:
pre_rule = self.id_map[rule.id]
if rule.contents.sha256() != pre_rule.contents.sha256():
changed_rules[rule.id] = rule
for rule in other.deprecated:
if rule.id not in self.deprecated.id_map:
newly_deprecated[rule.id] = rule
return changed_rules, new_rules, newly_deprecated
@cached
def load_github_pr_rules(labels: list = None, repo: str = 'elastic/detection-rules', token=None, threads=50,
verbose=True) -> (Dict[str, TOMLRule], Dict[str, TOMLRule], Dict[str, list]):
"""Load all rules active as a GitHub PR."""
from multiprocessing.pool import ThreadPool
from pathlib import Path
import pytoml
import requests
from .ghwrap import GithubClient
github = GithubClient(token=token)
repo = github.client.get_repo(repo)
labels = set(labels or [])
open_prs = [r for r in repo.get_pulls() if not labels.difference(set(list(lbl.name for lbl in r.get_labels())))]
new_rules: List[TOMLRule] = []
modified_rules: List[TOMLRule] = []
errors: Dict[str, list] = {}
existing_rules = RuleCollection.default()
pr_rules = []
if verbose:
click.echo('Downloading rules from GitHub PRs')
def download_worker(pr_info):
pull, rule_file = pr_info
response = requests.get(rule_file.raw_url)
try:
raw_rule = pytoml.loads(response.text)
contents = TOMLRuleContents.from_dict(raw_rule)
rule = TOMLRule(path=rule_file.filename, contents=contents)
rule.gh_pr = pull
if rule in existing_rules:
modified_rules.append(rule)
else:
new_rules.append(rule)
except Exception as e:
errors.setdefault(Path(rule_file.filename).name, []).append(str(e))
for pr in open_prs:
pr_rules.extend([(pr, f) for f in pr.get_files()
if f.filename.startswith('rules/') and f.filename.endswith('.toml')])
pool = ThreadPool(processes=threads)
pool.map(download_worker, pr_rules)
pool.close()
pool.join()
new = OrderedDict([(rule.contents.id, rule) for rule in sorted(new_rules, key=lambda r: r.contents.name)])
modified = OrderedDict()
for modified_rule in sorted(modified_rules, key=lambda r: r.contents.name):
modified.setdefault(modified_rule.contents.id, []).append(modified_rule)
return new, modified, errors
__all__ = (
"FILE_PATTERN",
"DEFAULT_PREBUILT_RULES_DIRS",
"DEFAULT_PREBUILT_BBR_DIRS",
"load_github_pr_rules",
"DeprecatedCollection",
"DeprecatedRule",
"RawRuleCollection",
"RuleCollection",
"metadata_filter",
"production_filter",
"dict_filter",
)